{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.1.2'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "'0.12.7a5'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  # for the record\n",
    "import mplfinance as mpf\n",
    "mpf.__version__ # for the record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(92, 6)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-09-01</th>\n",
       "      <td>350.209991</td>\n",
       "      <td>352.709991</td>\n",
       "      <td>349.239990</td>\n",
       "      <td>352.600006</td>\n",
       "      <td>349.703522</td>\n",
       "      <td>54999300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-02</th>\n",
       "      <td>354.670013</td>\n",
       "      <td>358.750000</td>\n",
       "      <td>353.429993</td>\n",
       "      <td>357.700012</td>\n",
       "      <td>354.761627</td>\n",
       "      <td>69540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-03</th>\n",
       "      <td>355.869995</td>\n",
       "      <td>356.380005</td>\n",
       "      <td>342.589996</td>\n",
       "      <td>345.390015</td>\n",
       "      <td>342.552765</td>\n",
       "      <td>148011100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2020-09-01  350.209991  352.709991  349.239990  352.600006  349.703522   \n",
       "2020-09-02  354.670013  358.750000  353.429993  357.700012  354.761627   \n",
       "2020-09-03  355.869995  356.380005  342.589996  345.390015  342.552765   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2020-09-01   54999300  \n",
       "2020-09-02   69540000  \n",
       "2020-09-03  148011100  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-01-08</th>\n",
       "      <td>380.589996</td>\n",
       "      <td>381.489990</td>\n",
       "      <td>377.100006</td>\n",
       "      <td>381.260010</td>\n",
       "      <td>381.260010</td>\n",
       "      <td>71677200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-11</th>\n",
       "      <td>377.850006</td>\n",
       "      <td>380.579987</td>\n",
       "      <td>377.720001</td>\n",
       "      <td>378.690002</td>\n",
       "      <td>378.690002</td>\n",
       "      <td>51176700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-12</th>\n",
       "      <td>378.890015</td>\n",
       "      <td>379.859985</td>\n",
       "      <td>376.359985</td>\n",
       "      <td>378.769989</td>\n",
       "      <td>378.769989</td>\n",
       "      <td>52445000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2021-01-08  380.589996  381.489990  377.100006  381.260010  381.260010   \n",
       "2021-01-11  377.850006  380.579987  377.720001  378.690002  378.690002   \n",
       "2021-01-12  378.890015  379.859985  376.359985  378.769989  378.769989   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2021-01-08  71677200  \n",
       "2021-01-11  51176700  \n",
       "2021-01-12  52445000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,style='yahoo',type='candle',volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Mpf_Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mpf.figure(style='yahoo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = fig.add_axes([0.05,0.75,0.5,0.25])\n",
    "ax2 = fig.add_axes([0.05,0.50,0.5,0.25])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpf.plot(df,ax=ax1,volume=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Mpf_Figure size 640x480 with 2 Axes>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pmax = max(df['High'])\n",
    "pmin = min(df['Low' ])\n",
    "offset = 0.06 * (pmax - pmin)\n",
    "\n",
    "marks = df[['High','Low']].copy()\n",
    "\n",
    "marks['above'] = [float('nan')]*len(df)\n",
    "marks['below'] = [float('nan')]*len(df)\n",
    "dt1 = '11/9/2020'\n",
    "dt2 = '12/21/2020'\n",
    "marks.loc[dt1,'above'] = df['High'][dt1]+offset\n",
    "marks.loc[dt1,'below'] = df['Low' ][dt1]-offset\n",
    "marks.loc[dt2,'above'] = df['High'][dt2]+offset\n",
    "marks.loc[dt2,'below'] = df['Low' ][dt2]-offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1380x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap = [ \n",
    "    mpf.make_addplot(marks['above'],type='scatter',marker='v',color='yellow',markersize=300),\n",
    "    mpf.make_addplot(marks['below'],type='scatter',marker='^',color='yellow',markersize=300)\n",
    "]\n",
    "mpf.plot(df,type='hollow_candle',style='checkers',addplot=ap,\n",
    "         mav=(20,50),figratio=(12,5),xlim=(16,len(df)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "- Notice November 9th (the tall solid black candle) \n",
    "  - on that date **`Close < Open`** (see data in next cell)\n",
    "  - the candle is **FILLED** (*not* hollow) because **`Close < Open`**\n",
    "  - the candle is **BLACK** (*not* red) because **`Close > Previous Close`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-11-06</th>\n",
       "      <td>349.929993</td>\n",
       "      <td>351.510010</td>\n",
       "      <td>347.649994</td>\n",
       "      <td>350.160004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-09</th>\n",
       "      <td>363.970001</td>\n",
       "      <td>364.380005</td>\n",
       "      <td>354.059998</td>\n",
       "      <td>354.559998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close\n",
       "Date                                                      \n",
       "2020-11-06  349.929993  351.510010  347.649994  350.160004\n",
       "2020-11-09  363.970001  364.380005  354.059998  354.559998"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['11/6/2020':'11/9/2020',['Open','High','Low','Close']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "- Notice December 21st (the red outlined candle with a white center, and very long wicks) \n",
    "  - on that date **`Close > Open`** (see data in next cell)\n",
    "  - the candle is **HOLLOW** (**white center**) because **`Close > Open`**\n",
    "  - the candle is **RED** because **`Close < Previous Close`**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-12-17</th>\n",
       "      <td>371.940002</td>\n",
       "      <td>372.459991</td>\n",
       "      <td>371.049988</td>\n",
       "      <td>372.239990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-18</th>\n",
       "      <td>370.970001</td>\n",
       "      <td>371.149994</td>\n",
       "      <td>367.019989</td>\n",
       "      <td>369.179993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-21</th>\n",
       "      <td>364.970001</td>\n",
       "      <td>378.459991</td>\n",
       "      <td>362.029999</td>\n",
       "      <td>367.859985</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close\n",
       "Date                                                      \n",
       "2020-12-17  371.940002  372.459991  371.049988  372.239990\n",
       "2020-12-18  370.970001  371.149994  367.019989  369.179993\n",
       "2020-12-21  364.970001  378.459991  362.029999  367.859985"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc['12/17/2020':'12/21/2020',['Open','High','Low','Close']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Using this dataframe, we can of course plot a basic ohlc or candlestick plot:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True).loc['08-15-2011':'10-30-2011',:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['binance',\n",
       " 'blueskies',\n",
       " 'brasil',\n",
       " 'charles',\n",
       " 'checkers',\n",
       " 'classic',\n",
       " 'default',\n",
       " 'kenan',\n",
       " 'mike',\n",
       " 'nightclouds',\n",
       " 'sas',\n",
       " 'starsandstripes',\n",
       " 'yahoo']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.available_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(tdf.loc['09-10-2011':'10-20-2011'],type='hollow_candle',volume=True,style='checkers',tight_layout=True,figscale=0.75)\n",
    "mpf.plot(tdf.loc['09-10-2011':'10-20-2011'],type='hollow_candle',volume=True,style='kenan',tight_layout=True,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-09-12</th>\n",
       "      <td>114.470001</td>\n",
       "      <td>116.669998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-13</th>\n",
       "      <td>117.050003</td>\n",
       "      <td>117.739998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-14</th>\n",
       "      <td>118.339996</td>\n",
       "      <td>119.370003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-15</th>\n",
       "      <td>120.650002</td>\n",
       "      <td>121.430000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-16</th>\n",
       "      <td>121.290001</td>\n",
       "      <td>121.519997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-19</th>\n",
       "      <td>119.529999</td>\n",
       "      <td>120.309998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-20</th>\n",
       "      <td>120.820000</td>\n",
       "      <td>120.169998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-21</th>\n",
       "      <td>120.230003</td>\n",
       "      <td>116.629997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-22</th>\n",
       "      <td>113.250000</td>\n",
       "      <td>112.860001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-23</th>\n",
       "      <td>112.110001</td>\n",
       "      <td>113.540001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-26</th>\n",
       "      <td>114.610001</td>\n",
       "      <td>116.239998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-27</th>\n",
       "      <td>118.529999</td>\n",
       "      <td>117.540001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-28</th>\n",
       "      <td>117.779999</td>\n",
       "      <td>115.139999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-29</th>\n",
       "      <td>117.050003</td>\n",
       "      <td>116.050003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-09-30</th>\n",
       "      <td>114.449997</td>\n",
       "      <td>113.150002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-03</th>\n",
       "      <td>112.489998</td>\n",
       "      <td>109.930000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-04</th>\n",
       "      <td>108.349998</td>\n",
       "      <td>112.339996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-05</th>\n",
       "      <td>112.620003</td>\n",
       "      <td>114.419998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-06</th>\n",
       "      <td>114.360001</td>\n",
       "      <td>116.489998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-07</th>\n",
       "      <td>117.169998</td>\n",
       "      <td>115.709999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-10</th>\n",
       "      <td>117.680000</td>\n",
       "      <td>119.580002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-11</th>\n",
       "      <td>118.870003</td>\n",
       "      <td>119.699997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-12</th>\n",
       "      <td>120.599998</td>\n",
       "      <td>120.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-13</th>\n",
       "      <td>120.040001</td>\n",
       "      <td>120.510002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-14</th>\n",
       "      <td>121.910004</td>\n",
       "      <td>122.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-17</th>\n",
       "      <td>121.989998</td>\n",
       "      <td>120.230003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-18</th>\n",
       "      <td>120.139999</td>\n",
       "      <td>122.580002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-19</th>\n",
       "      <td>122.379997</td>\n",
       "      <td>121.129997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-10-20</th>\n",
       "      <td>121.430000</td>\n",
       "      <td>121.660004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open       Close\n",
       "Date                              \n",
       "2011-09-12  114.470001  116.669998\n",
       "2011-09-13  117.050003  117.739998\n",
       "2011-09-14  118.339996  119.370003\n",
       "2011-09-15  120.650002  121.430000\n",
       "2011-09-16  121.290001  121.519997\n",
       "2011-09-19  119.529999  120.309998\n",
       "2011-09-20  120.820000  120.169998\n",
       "2011-09-21  120.230003  116.629997\n",
       "2011-09-22  113.250000  112.860001\n",
       "2011-09-23  112.110001  113.540001\n",
       "2011-09-26  114.610001  116.239998\n",
       "2011-09-27  118.529999  117.540001\n",
       "2011-09-28  117.779999  115.139999\n",
       "2011-09-29  117.050003  116.050003\n",
       "2011-09-30  114.449997  113.150002\n",
       "2011-10-03  112.489998  109.930000\n",
       "2011-10-04  108.349998  112.339996\n",
       "2011-10-05  112.620003  114.419998\n",
       "2011-10-06  114.360001  116.489998\n",
       "2011-10-07  117.169998  115.709999\n",
       "2011-10-10  117.680000  119.580002\n",
       "2011-10-11  118.870003  119.699997\n",
       "2011-10-12  120.599998  120.750000\n",
       "2011-10-13  120.040001  120.510002\n",
       "2011-10-14  121.910004  122.570000\n",
       "2011-10-17  121.989998  120.230003\n",
       "2011-10-18  120.139999  122.580002\n",
       "2011-10-19  122.379997  121.129997\n",
       "2011-10-20  121.430000  121.660004"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.loc['09-10-2011':'10-20-2011'][['Open','Close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['binance',\n",
       " 'blueskies',\n",
       " 'brasil',\n",
       " 'charles',\n",
       " 'checkers',\n",
       " 'classic',\n",
       " 'default',\n",
       " 'kenan',\n",
       " 'mike',\n",
       " 'nightclouds',\n",
       " 'sas',\n",
       " 'starsandstripes',\n",
       " 'yahoo']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.available_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "updn = dict(up='k',down='r')\n",
    "#m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'),\n",
    "#                          edge=dict(up='k',down='r'))\n",
    "m = mpf.make_marketcolors(base_mpf_style='default',**updn,wick=updn,edge=updn,hollow='w')\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,style_name='kenan')\n",
    "\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n",
    "\n",
    "mpf.plot(df,type='candle'       ,style='kenan',volume=True,figscale=0.75)\n",
    "mpf.plot(df,type='candle'       ,style=s,volume=True,figscale=0.75)\n",
    "\n",
    "import pprint\n",
    "#pp = pprint.PrettyPrinter(indent=4)\n",
    "#pp.pprint(s)\n",
    "\n",
    "pp   = pprint.PrettyPrinter(indent=4,sort_dicts=False)\n",
    "strl = pp.pformat(s).splitlines()\n",
    "f    = open('kenan.py', 'w')\n",
    "print('style = '+strl[0],file=f)    \n",
    "for line in strl[1:]:\n",
    "    print('        '+line,file=f)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "style = {   'style_name': 'kenan',\r\n",
      "            'base_mpl_style': 'seaborn-darkgrid',\r\n",
      "            'marketcolors': {   'candle': {'up': 'k', 'down': 'r'},\r\n",
      "                                'edge': {'up': 'k', 'down': 'r'},\r\n",
      "                                'wick': {'up': 'k', 'down': 'r'},\r\n",
      "                                'ohlc': {'up': 'k', 'down': 'k'},\r\n",
      "                                'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n",
      "                                'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\r\n",
      "                                'vcdopcod': False,\r\n",
      "                                'alpha': 0.9,\r\n",
      "                                'hollow': 'w'},\r\n",
      "            'mavcolors': [   '#40e0d0',\r\n",
      "                             '#ff00ff',\r\n",
      "                             '#ffd700',\r\n",
      "                             '#1f77b4',\r\n",
      "                             '#ff7f0e',\r\n",
      "                             '#2ca02c',\r\n",
      "                             '#e377c2'],\r\n",
      "            'y_on_right': False,\r\n",
      "            'gridcolor': None,\r\n",
      "            'gridstyle': None,\r\n",
      "            'facecolor': '#DCE3EF',\r\n",
      "            'rc': [   ('axes.edgecolor', 'black'),\r\n",
      "                      ('axes.linewidth', 1.5),\r\n",
      "                      ('axes.labelsize', 'large'),\r\n",
      "                      ('axes.labelweight', 'semibold'),\r\n",
      "                      ('lines.linewidth', 2.0),\r\n",
      "                      ('font.weight', 'medium'),\r\n",
      "                      ('font.size', 12.0)],\r\n",
      "            'base_mpf_style': 'default'}\r\n"
     ]
    }
   ],
   "source": [
    "!cat kenan.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "style = dict(   style_name = 'kenan',\n",
      "                base_mpl_style = 'seaborn-darkgrid',\n",
      "                marketcolors = {   'candle': {'up': 'k', 'down': 'r'},\n",
      "                                    'edge': {'up': 'k', 'down': 'r'},\n",
      "                                    'wick': {'up': 'k', 'down': 'r'},\n",
      "                                    'ohlc': {'up': 'k', 'down': 'k'},\n",
      "                                    'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
      "                                    'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
      "                                    'vcdopcod': False,\n",
      "                                    'alpha': 0.9,\n",
      "                                    'hollow': 'w'},\n",
      "                mavcolors = [   '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n",
      "                                 '#2ca02c', '#e377c2'],\n",
      "                y_on_right = False,\n",
      "                gridcolor = None,\n",
      "                gridstyle = None,\n",
      "                facecolor = '#DCE3EF',\n",
      "                rc = [   ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n",
      "                          ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n",
      "                          ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n",
      "                          ('font.size', 12.0)],\n",
      "                base_mpf_style = 'default')\n",
      "\n",
      " mpf.write_style_file(s,\"kenan.py\") \n",
      "\n"
     ]
    }
   ],
   "source": [
    "pp   = pprint.PrettyPrinter(indent=4,sort_dicts=False,compact=True)\n",
    "strl = pp.pformat(s).splitlines()\n",
    "#strl[0]\n",
    "#strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1)\n",
    "print('style = '+strl[0].replace('{','dict(',1).replace(\"'\",\"\",2).replace(':',' =',1))\n",
    "for line in strl[1:-1]:\n",
    "    if \"'\" in line[0:5]:\n",
    "        print('            '+line.replace(\"'\",\"\",2).replace(':',' =',1))\n",
    "    else:\n",
    "        print('            '+line)\n",
    "line = strl[-1]\n",
    "if \"'\" in line[0:5]:\n",
    "    line = line.replace(\"'\",\"\",2).replace(':',' =',1)[::-1]\n",
    "else:\n",
    "    line = line[::-1]\n",
    "print('            '+line.replace('}',')',1)[::-1])\n",
    "#f.close()\n",
    "\n",
    "method = 'mpf.write_style_file(s,\"kenan.py\")'\n",
    "print('\\n',method,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "style = dict(   style_name = 'kenan',\n",
    "                base_mpl_style = 'seaborn-darkgrid',\n",
    "                marketcolors = {   'candle': {'up': 'k', 'down': 'r'},\n",
    "                                    'edge': {'up': 'k', 'down': 'r'},\n",
    "                                    'wick': {'up': 'k', 'down': 'r'},\n",
    "                                    'ohlc': {'up': 'k', 'down': 'k'},\n",
    "                                    'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
    "                                    'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
    "                                    'vcdopcod': False,\n",
    "                                    'alpha': 0.9,\n",
    "                                    'hollow': 'w'},\n",
    "                mavcolors = [   '#40e0d0', '#ff00ff', '#ffd700', '#1f77b4', '#ff7f0e',\n",
    "                                 '#2ca02c', '#e377c2'],\n",
    "                y_on_right = False,\n",
    "                gridcolor = None,\n",
    "                gridstyle = None,\n",
    "                facecolor = '#DCE3EF',\n",
    "                rc = [   ('axes.edgecolor', 'black'), ('axes.linewidth', 1.5),\n",
    "                          ('axes.labelsize', 'large'), ('axes.labelweight', 'semibold'),\n",
    "                          ('lines.linewidth', 2.0), ('font.weight', 'medium'),\n",
    "                          ('font.size', 12.0)],\n",
    "                base_mpf_style = 'default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'style_name': 'kenan',\n",
       " 'base_mpl_style': 'seaborn-darkgrid',\n",
       " 'marketcolors': {'candle': {'up': 'k', 'down': 'r'},\n",
       "  'edge': {'up': 'k', 'down': 'r'},\n",
       "  'wick': {'up': 'k', 'down': 'r'},\n",
       "  'ohlc': {'up': 'k', 'down': 'k'},\n",
       "  'volume': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
       "  'vcedge': {'up': '#1f77b4', 'down': '#1f77b4'},\n",
       "  'vcdopcod': False,\n",
       "  'alpha': 0.9,\n",
       "  'hollow': 'w'},\n",
       " 'mavcolors': ['#40e0d0',\n",
       "  '#ff00ff',\n",
       "  '#ffd700',\n",
       "  '#1f77b4',\n",
       "  '#ff7f0e',\n",
       "  '#2ca02c',\n",
       "  '#e377c2'],\n",
       " 'y_on_right': False,\n",
       " 'gridcolor': None,\n",
       " 'gridstyle': None,\n",
       " 'facecolor': '#DCE3EF',\n",
       " 'rc': [('axes.edgecolor', 'black'),\n",
       "  ('axes.linewidth', 1.5),\n",
       "  ('axes.labelsize', 'large'),\n",
       "  ('axes.labelweight', 'semibold'),\n",
       "  ('lines.linewidth', 2.0),\n",
       "  ('font.weight', 'medium'),\n",
       "  ('font.size', 12.0)],\n",
       " 'base_mpf_style': 'default'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#mpf.plot(tdf,type='renko',volume=True,style='blueskies')\n",
    "#s = mpf.make_mpf_style(base_mpf_style='default',facecolor='#b4c0d4')\n",
    "mpf.plot(df,type='hollow_candle',style='kenan',volume=True,figscale=0.75)#,style=s)\n",
    "\n",
    "m = mpf.make_marketcolors(base_mpf_style='default',up='k',down='r',hollow='w',wick=dict(up='k',down='r'))\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)\n",
    "\n",
    "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#bfcbdf')\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n",
    "\n",
    "m = mpf.make_marketcolors(base_mpf_style='default',wick=dict(up='w',down='k'))\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m,facecolor='#b4c0d4')\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75,)\n",
    "\n",
    "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = mpf.make_marketcolors(base_mpf_style='checkers',volume={'up':'#1f77b4', 'down':'#1f77b4'})\n",
    "s = mpf.make_mpf_style(base_mpf_style='default',marketcolors=m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x460 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x460 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='candle'       ,volume=True,style=s,figscale=0.8)\n",
    "mpf.plot(df,type='hollow_candle',volume=True,style=s,figscale=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "execution_count": 25,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3078.27</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-05</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3074.62</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-06</th>\n",
       "      <td>3075.10</td>\n",
       "      <td>3076.78</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-07</th>\n",
       "      <td>3087.02</td>\n",
       "      <td>3085.18</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-08</th>\n",
       "      <td>3081.25</td>\n",
       "      <td>3093.08</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-11</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3087.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-12</th>\n",
       "      <td>3089.28</td>\n",
       "      <td>3091.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-13</th>\n",
       "      <td>3084.18</td>\n",
       "      <td>3094.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-14</th>\n",
       "      <td>3090.75</td>\n",
       "      <td>3096.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-15</th>\n",
       "      <td>3107.92</td>\n",
       "      <td>3120.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-18</th>\n",
       "      <td>3117.91</td>\n",
       "      <td>3122.03</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-19</th>\n",
       "      <td>3127.45</td>\n",
       "      <td>3120.18</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-20</th>\n",
       "      <td>3114.66</td>\n",
       "      <td>3108.46</td>\n",
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       "    <tr>\n",
       "      <th>2019-11-21</th>\n",
       "      <td>3108.49</td>\n",
       "      <td>3103.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-22</th>\n",
       "      <td>3111.41</td>\n",
       "      <td>3110.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-25</th>\n",
       "      <td>3117.44</td>\n",
       "      <td>3133.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-26</th>\n",
       "      <td>3134.85</td>\n",
       "      <td>3140.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3153.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3140.98</td>\n",
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      "text/plain": [
       "               Open    Close\n",
       "Date                        \n",
       "2019-11-01  3050.72  3066.91\n",
       "2019-11-04  3078.96  3078.27\n",
       "2019-11-05  3080.80  3074.62\n",
       "2019-11-06  3075.10  3076.78\n",
       "2019-11-07  3087.02  3085.18\n",
       "2019-11-08  3081.25  3093.08\n",
       "2019-11-11  3080.33  3087.01\n",
       "2019-11-12  3089.28  3091.84\n",
       "2019-11-13  3084.18  3094.04\n",
       "2019-11-14  3090.75  3096.63\n",
       "2019-11-15  3107.92  3120.46\n",
       "2019-11-18  3117.91  3122.03\n",
       "2019-11-19  3127.45  3120.18\n",
       "2019-11-20  3114.66  3108.46\n",
       "2019-11-21  3108.49  3103.54\n",
       "2019-11-22  3111.41  3110.29\n",
       "2019-11-25  3117.44  3133.64\n",
       "2019-11-26  3134.85  3140.52\n",
       "2019-11-27  3145.49  3153.63\n",
       "2019-11-29  3147.18  3140.98"
      ]
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     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
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    "df[['Open','Close']]"
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